Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	360
Missing cells	695
Missing cells (%)	11.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	47.9 KiB
Average record size in memory	136.4 B

Variable types

Numeric	8
Categorical	6
Text	1
Boolean	2

Alerts

`Bluetooth` is highly overall correlated with `Discount Percentage` and 2 other fields	High correlation
`Brand` is highly overall correlated with `Touchscreen` and 2 other fields	High correlation
`Current Price` is highly overall correlated with `Discount Percentage` and 1 other fields	High correlation
`Discount Percentage` is highly overall correlated with `Bluetooth` and 1 other fields	High correlation
`Display Size` is highly overall correlated with `Touchscreen`	High correlation
`Original Price` is highly overall correlated with `Bluetooth` and 2 other fields	High correlation
`Touchscreen` is highly overall correlated with `Brand` and 2 other fields	High correlation
`Unnamed: 0` is highly overall correlated with `Brand` and 1 other fields	High correlation
`Weight` is highly overall correlated with `Bluetooth`	High correlation
`df_index` is highly overall correlated with `Brand` and 1 other fields	High correlation
`Touchscreen` is highly imbalanced (70.7%)	Imbalance
`Bluetooth` is highly imbalanced (93.0%)	Imbalance
`Current Price` has 6 (1.7%) missing values	Missing
`Original Price` has 56 (15.6%) missing values	Missing
`Discount Percentage` has 56 (15.6%) missing values	Missing
`Rating` has 4 (1.1%) missing values	Missing
`Number OF Ratings` has 45 (12.5%) missing values	Missing
`Model Name` has 30 (8.3%) missing values	Missing
`Dial Shape` has 100 (27.8%) missing values	Missing
`Strap Color` has 100 (27.8%) missing values	Missing
`Strap Material` has 56 (15.6%) missing values	Missing
`Touchscreen` has 31 (8.6%) missing values	Missing
`Battery Life (Days)` has 30 (8.3%) missing values	Missing
`Bluetooth` has 5 (1.4%) missing values	Missing
`Display Size` has 27 (7.5%) missing values	Missing
`Weight` has 149 (41.4%) missing values	Missing
`df_index` has unique values	Unique
`Unnamed: 0` has unique values	Unique

Reproduction

Analysis started	2024-10-19 09:14:41.787057
Analysis finished	2024-10-19 09:14:49.903189
Duration	8.12 seconds
Software version	ydata-profiling vv4.11.0
Download configuration	config.json

df_index
Real number (ℝ)

High correlation Unique

Distinct	360
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	222.70278

Minimum	0
Maximum	448
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	21.85
Q1	111.75
median	222.5
Q3	336.25
95-th percentile	423.05
Maximum	448
Range	448
Interquartile range (IQR)	224.5

Descriptive statistics

Standard deviation	130.63291
Coefficient of variation (CV)	0.5865796
Kurtosis	-1.2211219
Mean	222.70278
Median Absolute Deviation (MAD)	112.5
Skewness	0.012368302
Sum	80173
Variance	17064.956
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
407	1	0.3%
223	1	0.3%
347	1	0.3%
146	1	0.3%
125	1	0.3%
419	1	0.3%
357	1	0.3%
329	1	0.3%
314	1	0.3%
265	1	0.3%
Other values (350)	350	97.2%

Value	Count	Frequency (%)
0	1	0.3%
2	1	0.3%
3	1	0.3%
4	1	0.3%
5	1	0.3%
6	1	0.3%
7	1	0.3%
8	1	0.3%
9	1	0.3%
10	1	0.3%

Value	Count	Frequency (%)
448	1	0.3%
447	1	0.3%
445	1	0.3%
444	1	0.3%
443	1	0.3%
441	1	0.3%
440	1	0.3%
438	1	0.3%
437	1	0.3%
436	1	0.3%

Unnamed: 0
Real number (ℝ)

High correlation Unique

Distinct	360
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	222.70278

Minimum	0
Maximum	448
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	21.85
Q1	111.75
median	222.5
Q3	336.25
95-th percentile	423.05
Maximum	448
Range	448
Interquartile range (IQR)	224.5

Descriptive statistics

Standard deviation	130.63291
Coefficient of variation (CV)	0.5865796
Kurtosis	-1.2211219
Mean	222.70278
Median Absolute Deviation (MAD)	112.5
Skewness	0.012368302
Sum	80173
Variance	17064.956
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
407	1	0.3%
223	1	0.3%
347	1	0.3%
146	1	0.3%
125	1	0.3%
419	1	0.3%
357	1	0.3%
329	1	0.3%
314	1	0.3%
265	1	0.3%
Other values (350)	350	97.2%

Value	Count	Frequency (%)
0	1	0.3%
2	1	0.3%
3	1	0.3%
4	1	0.3%
5	1	0.3%
6	1	0.3%
7	1	0.3%
8	1	0.3%
9	1	0.3%
10	1	0.3%

Value	Count	Frequency (%)
448	1	0.3%
447	1	0.3%
445	1	0.3%
444	1	0.3%
443	1	0.3%
441	1	0.3%
440	1	0.3%
438	1	0.3%
437	1	0.3%
436	1	0.3%

Brand
Categorical

High correlation

Distinct	18
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

fire-boltt	45
noise	34
boat	30
zebronics	28
garmin	27
Other values (13)	196

Length

Max length	10
Median length	7
Mean length	6.4527778
Min length	4

Characters and Unicode

Total characters	2323
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.3%

Sample

1st row	zebronics
2nd row	fire-boltt
3rd row	fire-boltt
4th row	boat
5th row	fire-boltt

Common Values

Value	Count	Frequency (%)
fire-boltt	45	12.5%
noise	34	9.4%
boat	30	8.3%
zebronics	28	7.8%
garmin	27	7.5%
pebble	27	7.5%
apple	24	6.7%
dizo	22	6.1%
samsung	21	5.8%
fitbit	19	5.3%
Other values (8)	83	23.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
fire-boltt	45	12.5%
noise	34	9.4%
boat	30	8.3%
zebronics	28	7.8%
garmin	27	7.5%
pebble	27	7.5%
apple	24	6.7%
dizo	22	6.1%
samsung	21	5.8%
fitbit	19	5.3%
Other values (8)	83	23.1%

Most occurring characters

Value	Count	Frequency (%)
i	253	10.9%
e	229	9.9%
o	215	9.3%
b	189	8.1%
t	173	7.4%
a	164	7.1%
s	147	6.3%
r	140	6.0%
n	130	5.6%
l	113	4.9%
Other values (11)	570	24.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2323	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	253	10.9%
e	229	9.9%
o	215	9.3%
b	189	8.1%
t	173	7.4%
a	164	7.1%
s	147	6.3%
r	140	6.0%
n	130	5.6%
l	113	4.9%
Other values (11)	570	24.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2323	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	253	10.9%
e	229	9.9%
o	215	9.3%
b	189	8.1%
t	173	7.4%
a	164	7.1%
s	147	6.3%
r	140	6.0%
n	130	5.6%
l	113	4.9%
Other values (11)	570	24.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2323	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	253	10.9%
e	229	9.9%
o	215	9.3%
b	189	8.1%
t	173	7.4%
a	164	7.1%
s	147	6.3%
r	140	6.0%
n	130	5.6%
l	113	4.9%
Other values (11)	570	24.5%

Current Price
Real number (ℝ)

High correlation Missing

Distinct	143
Distinct (%)	40.4%
Missing	6
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%
Mean	12514.379

Minimum	1199
Maximum	98990
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	1199
5-th percentile	1499
Q1	2126
median	3999
Q3	17367.25
95-th percentile	45695.85
Maximum	98990
Range	97791
Interquartile range (IQR)	15241.25

Descriptive statistics

Standard deviation	16914.979
Coefficient of variation (CV)	1.3516435
Kurtosis	6.0094978
Mean	12514.379
Median Absolute Deviation (MAD)	2252.5
Skewness	2.3016886
Sum	4430090
Variance	2.861165 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1999	25	6.9%
1799	20	5.6%
2499	15	4.2%
3999	15	4.2%
3499	12	3.3%
1499	12	3.3%
2999	11	3.1%
8999	7	1.9%
2199	6	1.7%
3299	6	1.7%
Other values (133)	225	62.5%

Value	Count	Frequency (%)
1199	5	1.4%
1299	6	1.7%
1399	3	0.8%
1449	1	0.3%
1499	12	3.3%
1599	4	1.1%
1699	6	1.7%
1794	1	0.3%
1799	20	5.6%
1897	1	0.3%

Value	Count	Frequency (%)
98990	1	0.3%
89900	1	0.3%
89490	1	0.3%
82990	1	0.3%
78490	1	0.3%
76990	1	0.3%
73900	1	0.3%
67490	1	0.3%
64990	1	0.3%
55900	1	0.3%

Original Price
Real number (ℝ)

High correlation Missing

Distinct	92
Distinct (%)	30.3%
Missing	56
Missing (%)	15.6%
Infinite	0
Infinite (%)	0.0%
Mean	14415.836

Minimum	1669
Maximum	96390
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	1669
5-th percentile	3999
Q1	5999
median	7994.5
Q3	17996
95-th percentile	44990
Maximum	96390
Range	94721
Interquartile range (IQR)	11997

Descriptive statistics

Standard deviation	15613.457
Coefficient of variation (CV)	1.0830768
Kurtosis	8.8707182
Mean	14415.836
Median Absolute Deviation (MAD)	2495.5
Skewness	2.734265
Sum	4382414
Variance	2.4378005 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5999	42	11.7%
9999	22	6.1%
4999	20	5.6%
7999	19	5.3%
6999	15	4.2%
3999	14	3.9%
7990	11	3.1%
6990	9	2.5%
7499	8	2.2%
11999	7	1.9%
Other values (82)	137	38.1%
(Missing)	56	15.6%

Value	Count	Frequency (%)
1669	1	0.3%
1868	1	0.3%
1899	1	0.3%
2199	1	0.3%
2999	1	0.3%
3299	2	0.6%
3499	1	0.3%
3799	2	0.6%
3999	14	3.9%
4199	2	0.6%

Value	Count	Frequency (%)
96390	1	0.3%
93990	1	0.3%
89900	1	0.3%
89460	1	0.3%
82990	1	0.3%
67990	1	0.3%
62490	1	0.3%
55990	1	0.3%
54999	1	0.3%
51990	3	0.8%

Discount Percentage
Real number (ℝ)

High correlation Missing

Distinct	225
Distinct (%)	74.0%
Missing	56
Missing (%)	15.6%
Infinite	0
Infinite (%)	0.0%
Mean	47.955347

Minimum	-79.688436
Maximum	91.00455
Zeros	0
Zeros (%)	0.0%
Negative	5
Negative (%)	1.4%
Memory size	2.9 KiB

Quantile statistics

Minimum	-79.688436
5-th percentile	4.3359525
Q1	33.177427
median	53.068408
Q3	66.67778
95-th percentile	78.46322
Maximum	91.00455
Range	170.69299
Interquartile range (IQR)	33.500353

Descriptive statistics

Standard deviation	24.696899
Coefficient of variation (CV)	0.51499783
Kurtosis	1.589673
Mean	47.955347
Median Absolute Deviation (MAD)	15.779116
Skewness	-0.98363234
Sum	14578.425
Variance	609.93684
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66.67777963	11	3.1%
74.98122653	5	1.4%
64.01280256	5	1.4%
50.00833472	4	1.1%
28.70410059	4	1.1%
55.01375344	4	1.1%
70.01166861	4	1.1%
50.00625078	3	0.8%
82.84692418	3	0.8%
60.0060006	3	0.8%
Other values (215)	258	71.7%
(Missing)	56	15.6%

Value	Count	Frequency (%)
-79.68843619	1	0.3%
-20.42017931	1	0.3%
-20.00160013	1	0.3%
-17.71948608	1	0.3%
-17.66090249	1	0.3%
0.003039514	1	0.3%
0.105318589	1	0.3%
0.378619154	1	0.3%
0.735402265	1	0.3%
0.836120401	1	0.3%

Value	Count	Frequency (%)
91.00455023	1	0.3%
88.34069506	1	0.3%
87.00870087	1	0.3%
86.84667614	1	0.3%
83.76047006	1	0.3%
82.84692418	3	0.8%
82.00820082	2	0.6%
81.41630901	1	0.3%
79.17326444	2	0.6%
78.8976553	1	0.3%

Rating
Real number (ℝ)

Missing

Distinct	27
Distinct (%)	7.6%
Missing	4
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.0275281

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2.5
Q1	3.9
median	4.1
Q3	4.3
95-th percentile	4.7
Maximum	5
Range	4
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.5568276
Coefficient of variation (CV)	0.13825542
Kurtosis	3.9850691
Mean	4.0275281
Median Absolute Deviation (MAD)	0.2
Skewness	-1.5890427
Sum	1433.8
Variance	0.31005697
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
4.2	50	13.9%
4.1	47	13.1%
3.9	37	10.3%
4	31	8.6%
4.7	29	8.1%
4.3	28	7.8%
3.8	18	5.0%
2.5	16	4.4%
4.5	15	4.2%
3.7	15	4.2%
Other values (17)	70	19.4%

Value	Count	Frequency (%)
1	1	0.3%
2	1	0.3%
2.3	1	0.3%
2.4	1	0.3%
2.5	16	4.4%
2.6	1	0.3%
2.7	1	0.3%
2.9	1	0.3%
3	1	0.3%
3.1	5	1.4%

Value	Count	Frequency (%)
5	7	1.9%
4.8	1	0.3%
4.7	29	8.1%
4.6	15	4.2%
4.5	15	4.2%
4.4	14	3.9%
4.3	28	7.8%
4.2	50	13.9%
4.1	47	13.1%
4	31	8.6%

Number OF Ratings
Real number (ℝ)

Missing

Distinct	209
Distinct (%)	66.3%
Missing	45
Missing (%)	12.5%
Infinite	0
Infinite (%)	0.0%
Mean	10671.816

Minimum	1
Maximum	275607
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	55
median	830
Q3	7576.5
95-th percentile	55800
Maximum	275607
Range	275606
Interquartile range (IQR)	7521.5

Descriptive statistics

Standard deviation	27575.957
Coefficient of variation (CV)	2.5839986
Kurtosis	39.817018
Mean	10671.816
Median Absolute Deviation (MAD)	825
Skewness	5.4676303
Sum	3361622
Variance	7.604334 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	9	2.5%
2847	7	1.9%
5	7	1.9%
10	6	1.7%
22	6	1.7%
6	6	1.7%
1519	5	1.4%
567	4	1.1%
32704	4	1.1%
5502	4	1.1%
Other values (199)	257	71.4%
(Missing)	45	12.5%

Value	Count	Frequency (%)
1	2	0.6%
2	3	0.8%
3	9	2.5%
4	3	0.8%
5	7	1.9%
6	6	1.7%
7	4	1.1%
8	1	0.3%
10	6	1.7%
11	2	0.6%

Value	Count	Frequency (%)
275607	1	0.3%
219512	1	0.3%
142612	1	0.3%
125524	1	0.3%
110067	1	0.3%
98388	1	0.3%
93075	1	0.3%
80483	1	0.3%
71481	3	0.8%
69803	1	0.3%

Model Name
Text

Missing

Distinct	311
Distinct (%)	94.2%
Missing	30
Missing (%)	8.3%
Memory size	2.9 KiB

Length

Max length	80
Median length	65
Mean length	36.084848
Min length	3

Characters and Unicode

Total characters	11908
Distinct characters	76
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	298 ?
Unique (%)	90.3%

Sample

1st row	LEATHER fit-650
2nd row	bsw020
3rd row	BSW070
4th row	NINJA PRO MAX
5th row	ColorFit Loop Advanced BT Calling with 1.85" display,130+Sports Modes

Value	Count	Frequency (%)
watch	84	4.5%
with	72	3.9%
display	59	3.2%
	58	3.1%
calling	50	2.7%
gps	34	1.8%
2	32	1.7%
bluetooth	30	1.6%
amoled	26	1.4%
pro	24	1.3%
Other values (542)	1381	74.6%

Most occurring characters

Value	Count	Frequency (%)
	1520	12.8%
t	651	5.5%
a	650	5.5%
i	609	5.1%
l	548	4.6%
e	543	4.6%
r	450	3.8%
s	409	3.4%
o	400	3.4%
n	358	3.0%
Other values (66)	5770	48.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11908	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1520	12.8%
t	651	5.5%
a	650	5.5%
i	609	5.1%
l	548	4.6%
e	543	4.6%
r	450	3.8%
s	409	3.4%
o	400	3.4%
n	358	3.0%
Other values (66)	5770	48.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11908	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1520	12.8%
t	651	5.5%
a	650	5.5%
i	609	5.1%
l	548	4.6%
e	543	4.6%
r	450	3.8%
s	409	3.4%
o	400	3.4%
n	358	3.0%
Other values (66)	5770	48.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11908	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1520	12.8%
t	651	5.5%
a	650	5.5%
i	609	5.1%
l	548	4.6%
e	543	4.6%
r	450	3.8%
s	409	3.4%
o	400	3.4%
n	358	3.0%
Other values (66)	5770	48.5%

Dial Shape
Categorical

Missing

Distinct	6
Distinct (%)	2.3%
Missing	100
Missing (%)	27.8%
Memory size	2.9 KiB

Circle	101
Square	81
Rectangle	71
Curved	5
Oval	1

Length

Max length	12
Median length	6
Mean length	6.8346154
Min length	4

Characters and Unicode

Total characters	1777
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.8%

Sample

1st row	Oval
2nd row	Circle
3rd row	Square
4th row	Square
5th row	Rectangle

Common Values

Value	Count	Frequency (%)
Circle	101	28.1%
Square	81	22.5%
Rectangle	71	19.7%
Curved	5	1.4%
Oval	1	0.3%
Contemporary	1	0.3%
(Missing)	100	27.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
circle	101	38.8%
square	81	31.2%
rectangle	71	27.3%
curved	5	1.9%
oval	1	0.4%
contemporary	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
e	330	18.6%
r	189	10.6%
l	173	9.7%
c	172	9.7%
a	154	8.7%
C	107	6.0%
i	101	5.7%
u	86	4.8%
S	81	4.6%
q	81	4.6%
Other values (11)	303	17.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1777	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	330	18.6%
r	189	10.6%
l	173	9.7%
c	172	9.7%
a	154	8.7%
C	107	6.0%
i	101	5.7%
u	86	4.8%
S	81	4.6%
q	81	4.6%
Other values (11)	303	17.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1777	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	330	18.6%
r	189	10.6%
l	173	9.7%
c	172	9.7%
a	154	8.7%
C	107	6.0%
i	101	5.7%
u	86	4.8%
S	81	4.6%
q	81	4.6%
Other values (11)	303	17.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1777	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	330	18.6%
r	189	10.6%
l	173	9.7%
c	172	9.7%
a	154	8.7%
C	107	6.0%
i	101	5.7%
u	86	4.8%
S	81	4.6%
q	81	4.6%
Other values (11)	303	17.1%

Strap Color
Categorical

Missing

Distinct	28
Distinct (%)	10.8%
Missing	100
Missing (%)	27.8%
Memory size	2.9 KiB

Black	102
Blue	32
Grey	30
Silver	12
Green	11
Other values (23)	73

Length

Max length	15
Median length	5
Mean length	5.1115385
Min length	3

Characters and Unicode

Total characters	1329
Distinct characters	34
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	3.5%

Sample

1st row	Black
2nd row	Brown
3rd row	Blue
4th row	Grey
5th row	Grey

Common Values

Value	Count	Frequency (%)
Black	102	28.3%
Blue	32	8.9%
Grey	30	8.3%
Silver	12	3.3%
Green	11	3.1%
Pink	10	2.8%
Red	10	2.8%
Brown	9	2.5%
Gold	7	1.9%
White	7	1.9%
Other values (18)	30	8.3%
(Missing)	100	27.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
black	102	37.4%
blue	32	11.7%
grey	30	11.0%
silver	12	4.4%
green	12	4.4%
pink	12	4.4%
gold	11	4.0%
red	10	3.7%
brown	9	3.3%
white	8	2.9%
Other values (21)	35	12.8%

Most occurring characters

Value	Count	Frequency (%)
l	171	12.9%
B	146	11.0%
e	140	10.5%
a	119	9.0%
k	114	8.6%
c	107	8.1%
r	83	6.2%
G	57	4.3%
i	49	3.7%
n	45	3.4%
Other values (24)	298	22.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1329	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	171	12.9%
B	146	11.0%
e	140	10.5%
a	119	9.0%
k	114	8.6%
c	107	8.1%
r	83	6.2%
G	57	4.3%
i	49	3.7%
n	45	3.4%
Other values (24)	298	22.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1329	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	171	12.9%
B	146	11.0%
e	140	10.5%
a	119	9.0%
k	114	8.6%
c	107	8.1%
r	83	6.2%
G	57	4.3%
i	49	3.7%
n	45	3.4%
Other values (24)	298	22.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1329	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	171	12.9%
B	146	11.0%
e	140	10.5%
a	119	9.0%
k	114	8.6%
c	107	8.1%
r	83	6.2%
G	57	4.3%
i	49	3.7%
n	45	3.4%
Other values (24)	298	22.4%

Strap Material
Categorical

Missing

Distinct	14
Distinct (%)	4.6%
Missing	56
Missing (%)	15.6%
Memory size	2.9 KiB

Silicon	197
Rubber	27
Other	16
Stainless Steel	14
Leather	12
Other values (9)	38

Length

Max length	27
Median length	7
Mean length	7.9802632
Min length	5

Characters and Unicode

Total characters	2426
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	1.0%

Sample

1st row	Leather
2nd row	Silicon
3rd row	Silicon
4th row	Silicon
5th row	Silicon

Common Values

Value	Count	Frequency (%)
Silicon	197	54.7%
Rubber	27	7.5%
Other	16	4.4%
Stainless Steel	14	3.9%
Leather	12	3.3%
Aluminium	11	3.1%
Fluoroelastomer	10	2.8%
Thermo Plastic Polyurethene	7	1.9%
Fabric	3	0.8%
Plastic	2	0.6%
Other values (4)	5	1.4%
(Missing)	56	15.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
silicon	197	59.3%
rubber	27	8.1%
other	16	4.8%
stainless	14	4.2%
steel	14	4.2%
leather	12	3.6%
aluminium	11	3.3%
fluoroelastomer	10	3.0%
plastic	9	2.7%
thermo	7	2.1%
Other values (6)	15	4.5%

Most occurring characters

Value	Count	Frequency (%)
i	443	18.3%
l	276	11.4%
o	245	10.1%
n	232	9.6%
S	225	9.3%
c	210	8.7%
e	161	6.6%
r	95	3.9%
t	85	3.5%
u	66	2.7%
Other values (19)	388	16.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2426	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	443	18.3%
l	276	11.4%
o	245	10.1%
n	232	9.6%
S	225	9.3%
c	210	8.7%
e	161	6.6%
r	95	3.9%
t	85	3.5%
u	66	2.7%
Other values (19)	388	16.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2426	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	443	18.3%
l	276	11.4%
o	245	10.1%
n	232	9.6%
S	225	9.3%
c	210	8.7%
e	161	6.6%
r	95	3.9%
t	85	3.5%
u	66	2.7%
Other values (19)	388	16.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2426	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	443	18.3%
l	276	11.4%
o	245	10.1%
n	232	9.6%
S	225	9.3%
c	210	8.7%
e	161	6.6%
r	95	3.9%
t	85	3.5%
u	66	2.7%
Other values (19)	388	16.0%

Touchscreen
Boolean

High correlation Imbalance Missing

Distinct	2
Distinct (%)	0.6%
Missing	31
Missing (%)	8.6%
Memory size	848.0 B

True	312
False	17
(Missing)	31

Value	Count	Frequency (%)
True	312	86.7%
False	17	4.7%
(Missing)	31	8.6%

Battery Life (Days)
Real number (ℝ)

Missing

Distinct	7
Distinct (%)	2.1%
Missing	30
Missing (%)	8.3%
Infinite	0
Infinite (%)	0.0%
Mean	14.18197

Minimum	0.75
Maximum	22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0.75
5-th percentile	3.5
Q1	8
median	17.5
Q3	22
95-th percentile	22
Maximum	22
Range	21.25
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	7.6618782
Coefficient of variation (CV)	0.54025487
Kurtosis	-1.6928848
Mean	14.18197
Median Absolute Deviation (MAD)	4.5
Skewness	-0.19029764
Sum	4680.05
Variance	58.704378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
22	141	39.2%
8	89	24.7%
3.5	53	14.7%
17.5	31	8.6%
12.5	10	2.8%
3.6	3	0.8%
0.75	3	0.8%
(Missing)	30	8.3%

Value	Count	Frequency (%)
0.75	3	0.8%
3.5	53	14.7%
3.6	3	0.8%
8	89	24.7%
12.5	10	2.8%
17.5	31	8.6%
22	141	39.2%

Value	Count	Frequency (%)
22	141	39.2%
17.5	31	8.6%
12.5	10	2.8%
8	89	24.7%
3.6	3	0.8%
3.5	53	14.7%
0.75	3	0.8%

Bluetooth
Boolean

High correlation Imbalance Missing

Distinct	2
Distinct (%)	0.6%
Missing	5
Missing (%)	1.4%
Memory size	848.0 B

True	352
False	3
(Missing)	5

Value	Count	Frequency (%)
True	352	97.8%
False	3	0.8%
(Missing)	5	1.4%

Display Size
Categorical

High correlation Missing

Distinct	34
Distinct (%)	10.2%
Missing	27
Missing (%)	7.5%
Memory size	2.9 KiB

1.7 inches	56
1.3 inches	50
1.8 inches	48
1.4 inches	35
0.1 inches	28
Other values (29)	116

Length

Max length	11
Median length	10
Mean length	10.015015
Min length	10

Characters and Unicode

Total characters	3335
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	15 ?
Unique (%)	4.5%

Sample

1st row	2.7 inches
2nd row	1.4 inches
3rd row	1.9 inches
4th row	1.6 inches
5th row	1.9 inches

Common Values

Value	Count	Frequency (%)
1.7 inches	56	15.6%
1.3 inches	50	13.9%
1.8 inches	48	13.3%
1.4 inches	35	9.7%
0.1 inches	28	7.8%
1.6 inches	25	6.9%
1.9 inches	21	5.8%
1.2 inches	17	4.7%
1.5 inches	6	1.7%
1.1 inches	6	1.7%
Other values (24)	41	11.4%
(Missing)	27	7.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
inches	333	50.0%
1.7	56	8.4%
1.3	50	7.5%
1.8	48	7.2%
1.4	35	5.3%
0.1	28	4.2%
1.6	25	3.8%
1.9	21	3.2%
1.2	17	2.6%
1.5	6	0.9%
Other values (25)	47	7.1%

Most occurring characters

Value	Count	Frequency (%)
s	333	10.0%
e	333	10.0%
.	333	10.0%
	333	10.0%
i	333	10.0%
n	333	10.0%
c	333	10.0%
h	333	10.0%
1	303	9.1%
3	62	1.9%
Other values (8)	306	9.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3335	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
s	333	10.0%
e	333	10.0%
.	333	10.0%
	333	10.0%
i	333	10.0%
n	333	10.0%
c	333	10.0%
h	333	10.0%
1	303	9.1%
3	62	1.9%
Other values (8)	306	9.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3335	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
s	333	10.0%
e	333	10.0%
.	333	10.0%
	333	10.0%
i	333	10.0%
n	333	10.0%
c	333	10.0%
h	333	10.0%
1	303	9.1%
3	62	1.9%
Other values (8)	306	9.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3335	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
s	333	10.0%
e	333	10.0%
.	333	10.0%
	333	10.0%
i	333	10.0%
n	333	10.0%
c	333	10.0%
h	333	10.0%
1	303	9.1%
3	62	1.9%
Other values (8)	306	9.2%

Weight
Categorical

High correlation Missing

Distinct	5
Distinct (%)	2.4%
Missing	149
Missing (%)	41.4%
Memory size	2.9 KiB

20 - 35 g	63
75g +	58
35 - 50 g	45
<= 20 g	30
50 - 75 g	15

Length

Max length	9
Median length	9
Mean length	7.6161137
Min length	5

Characters and Unicode

Total characters	1607
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	75g +
2nd row	75g +
3rd row	75g +
4th row	<= 20 g
5th row	20 - 35 g

Common Values

Value	Count	Frequency (%)
20 - 35 g	63	17.5%
75g +	58	16.1%
35 - 50 g	45	12.5%
<= 20 g	30	8.3%
50 - 75 g	15	4.2%
(Missing)	149	41.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
	211	30.2%
g	153	21.9%
35	108	15.5%
20	93	13.3%
50	60	8.6%
75g	58	8.3%
75	15	2.1%

Most occurring characters

Value	Count	Frequency (%)
	487	30.3%
5	241	15.0%
g	211	13.1%
0	153	9.5%
-	123	7.7%
3	108	6.7%
2	93	5.8%
7	73	4.5%
+	58	3.6%
<	30	1.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1607	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	487	30.3%
5	241	15.0%
g	211	13.1%
0	153	9.5%
-	123	7.7%
3	108	6.7%
2	93	5.8%
7	73	4.5%
+	58	3.6%
<	30	1.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1607	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	487	30.3%
5	241	15.0%
g	211	13.1%
0	153	9.5%
-	123	7.7%
3	108	6.7%
2	93	5.8%
7	73	4.5%
+	58	3.6%
<	30	1.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1607	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	487	30.3%
5	241	15.0%
g	211	13.1%
0	153	9.5%
-	123	7.7%
3	108	6.7%
2	93	5.8%
7	73	4.5%
+	58	3.6%
<	30	1.9%

	Battery Life (Days)	Bluetooth	Brand	Current Price	Dial Shape	Discount Percentage	Display Size	Number OF Ratings	Original Price	Rating	Strap Color	Strap Material	Touchscreen	Unnamed: 0	Weight	df_index
Battery Life (Days)	1.000	0.173	0.411	-0.035	0.189	-0.020	0.171	0.026	-0.251	-0.041	0.194	0.301	0.168	0.339	0.314	0.339
Bluetooth	0.173	1.000	0.334	0.000	0.109	1.000	0.351	0.000	1.000	0.225	0.486	0.000	0.000	0.235	1.000	0.235
Brand	0.411	0.334	1.000	0.373	0.426	0.488	0.284	0.000	0.383	0.335	0.127	0.364	0.599	0.679	0.459	0.679
Current Price	-0.035	0.000	0.373	1.000	0.206	-0.793	0.098	-0.363	0.802	0.441	0.183	0.285	0.296	0.090	0.251	0.090
Dial Shape	0.189	0.109	0.426	0.206	1.000	0.257	0.451	0.000	0.230	0.182	0.000	0.246	0.302	0.349	0.208	0.349
Discount Percentage	-0.020	1.000	0.488	-0.793	0.257	1.000	0.196	0.400	-0.354	-0.241	0.185	0.203	0.213	-0.230	0.248	-0.230
Display Size	0.171	0.351	0.284	0.098	0.451	0.196	1.000	0.000	0.094	0.389	0.123	0.190	0.602	0.293	0.388	0.293
Number OF Ratings	0.026	0.000	0.000	-0.363	0.000	0.400	0.000	1.000	-0.182	0.210	0.000	0.193	0.000	-0.341	0.193	-0.341
Original Price	-0.251	1.000	0.383	0.802	0.230	-0.354	0.094	-0.182	1.000	0.359	0.000	0.162	0.528	-0.064	0.182	-0.064
Rating	-0.041	0.225	0.335	0.441	0.182	-0.241	0.389	0.210	0.359	1.000	0.000	0.095	0.179	-0.185	0.264	-0.185
Strap Color	0.194	0.486	0.127	0.183	0.000	0.185	0.123	0.000	0.000	0.000	1.000	0.248	0.000	0.261	0.349	0.261
Strap Material	0.301	0.000	0.364	0.285	0.246	0.203	0.190	0.193	0.162	0.095	0.248	1.000	0.235	0.342	0.335	0.342
Touchscreen	0.168	0.000	0.599	0.296	0.302	0.213	0.602	0.000	0.528	0.179	0.000	0.235	1.000	0.373	0.000	0.373
Unnamed: 0	0.339	0.235	0.679	0.090	0.349	-0.230	0.293	-0.341	-0.064	-0.185	0.261	0.342	0.373	1.000	0.405	1.000
Weight	0.314	1.000	0.459	0.251	0.208	0.248	0.388	0.193	0.182	0.264	0.349	0.335	0.000	0.405	1.000	0.405
df_index	0.339	0.235	0.679	0.090	0.349	-0.230	0.293	-0.341	-0.064	-0.185	0.261	0.342	0.373	1.000	0.405	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	df_index	Unnamed: 0	Brand	Current Price	Original Price	Discount Percentage	Rating	Number OF Ratings	Model Name	Dial Shape	Strap Color	Strap Material	Touchscreen	Battery Life (Days)	Bluetooth	Display Size	Weight
0	407	407	zebronics	2949.0	4199.0	29.768993	3.1	10.0	LEATHER fit-650	Oval	Black	Leather	Yes	NaN	Yes	2.7 inches	NaN
1	444	444	fire-boltt	6999.0	15999.0	56.253516	2.6	NaN	bsw020	Circle	Brown	Silicon	Yes	8.0	Yes	1.4 inches	NaN
2	117	117	fire-boltt	2499.0	11999.0	79.173264	4.1	1990.0	BSW070	NaN	NaN	NaN	Yes	8.0	Yes	1.9 inches	75g +
3	30	30	boat	1999.0	7990.0	74.981227	3.6	827.0	NaN	NaN	NaN	NaN	NaN	8.0	Yes	NaN	75g +
4	415	415	fire-boltt	2299.0	5999.0	61.676946	2.5	24.0	NINJA PRO MAX	Square	Blue	Silicon	Yes	22.0	Yes	1.6 inches	NaN
5	157	157	noise	2499.0	6999.0	64.294899	4.3	3944.0	ColorFit Loop Advanced BT Calling with 1.85" display,130+Sports Modes	Square	Grey	Silicon	Yes	22.0	Yes	1.9 inches	NaN
6	325	325	dizo	3499.0	5999.0	41.673612	4.2	1785.0	Watch D Talk 1.8 display with calling&7 day battery (by realme Techlife)	Rectangle	Grey	Silicon	Yes	22.0	Yes	1.8 inches	75g +
7	447	447	fire-boltt	5999.0	8999.0	33.337037	2.5	NaN	bsw003	Circle	Gold	Silicon	Yes	22.0	Yes	1.3 inches	NaN
8	268	268	garmin	20490.0	NaN	NaN	5.0	3.0	Vivomove Sports	Circle	Brown	Silicon	No	3.5	Yes	18.5 inches	NaN
9	297	297	fossil	17995.0	NaN	NaN	3.9	46.0	Sport Smartwatch	Circle	Multicolor	Silicon	Yes	17.5	Yes	1.2 inches	NaN

	df_index	Unnamed: 0	Brand	Current Price	Original Price	Discount Percentage	Rating	Number OF Ratings	Model Name	Dial Shape	Strap Color	Strap Material	Touchscreen	Battery Life (Days)	Bluetooth	Display Size	Weight
350	14	14	noise	1999.0	5999.0	66.677780	4.1	9081.0	wrb-sw-colorfitultrabuzz-std-ogrn_ogrn	NaN	NaN	Other	Yes	NaN	Yes	1.8 inches	35 - 50 g
351	156	156	noise	2999.0	5999.0	50.008335	4.3	13108.0	ColorFit Pro4 BT Calling 1.72" TruView Display, Fully-functional digital crown	Rectangle	Black	Silicon	Yes	22.0	Yes	1.7 inches	NaN
352	40	40	honor	2199.0	1868.0	-17.719486	4.1	181.0	ARG-B39-cr	NaN	NaN	NaN	Yes	3.5	Yes	1.5 inches	<= 20 g
353	427	427	fire-boltt	3799.0	9999.0	62.006201	3.7	NaN	beast pro	Square	Black	Rubber	Yes	3.5	Yes	0.1 inches	NaN
354	364	364	pebble	1999.0	4999.0	60.012002	4.0	4240.0	Frost 1.87'' BT Calling with 2.5D Curved HD Display, AI Voice Assisst	Rectangle	Blue	Silicon	Yes	3.5	Yes	20.0 inches	20 - 35 g
355	216	216	fitbit	11699.0	14999.0	22.001467	4.3	3999.0	Versa 2	Square	Black	Silicon	Yes	3.5	Yes	1.3 inches	20 - 35 g
356	279	279	garmin	39490.0	44990.0	12.224939	4.7	109.0	Instinct 2, Rugged Outdoor Watch with GPS, Built for All Elements, Multi-GNSS	Circle	Grey	Silicon	No	17.5	Yes	0.9 inches	NaN
357	390	390	zebronics	2199.0	4999.0	56.011202	3.9	272.0	Zeb-Fit Me	Square	Green	Thermo Plastic Polyurethene	Yes	22.0	Yes	3.3 inches	20 - 35 g
358	337	337	gizmore	1199.0	4499.0	73.349633	4.7	NaN	GizFit CLOUD 1.85 IPS Large Display \| AI Voice Assistant \| Bluetooth Calling	Square	Blue	Silicon	Yes	22.0	Yes	1.8 inches	20 - 35 g
359	236	236	fitbit	20499.0	NaN	NaN	4.7	NaN	Fitbit Versa 4 Fitness Watch (Waterfall Blue / Platinum Aluminium) Membership	Curved	Blue	Rubber	Yes	22.0	Yes	0.2 inches	NaN

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)